Title
Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty J. Bertels D. Robben Dirk Vandermeulen P. Suetens 30 19 0 08 Nov 2022
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels Shrajan Bhandary Z. Babaiee D. Kostyszyn T. Fechter C. Zamboglou Anca-Ligia Grosu Radu Grosu 40 1 0 28 Oct 2022
How precise are performance estimates for typical medical image segmentation tasks? Rosana El Jurdi O. Colliot UQCV 27 6 0 26 Oct 2022
DA-VSR: Domain Adaptable Volumetric Super-Resolution For Medical Images Cheng-Fang Peng S. Kevin Zhou Ramalingam Chellappa OOD 64 7 0 11 Oct 2022
Evaluating the Performance of StyleGAN2-ADA on Medical Images M. Woodland J. Wood B. Anderson Suprateek Kundu E. Lin ... S. Yedururi Briand De Yuan-Mao Lin Ankit B. Patel Kristy K. Brock MedIm 32 22 0 07 Oct 2022
Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs Prashant Pandey Aleti Vardhan Mustafa Chasmai Tanuj Sur Brejesh Lall AAML 27 9 0 07 Oct 2022
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation Yuncheng Jiang Zixun Zhang Shixi Qin Yao Guo Zhuguo Li Shuguang Cui 43 12 0 04 Oct 2022
DLUNet: Semi-supervised Learning based Dual-Light UNet for Multi-organ Segmentation Haoran Lai Tao Wang Shuoling Zhou SSeg 33 2 0 22 Sep 2022
3D Cross-Pseudo Supervision (3D-CPS): A semi-supervised nnU-Net architecture for abdominal organ segmentation Yo-Ping Huang Han Zhang Yan Yan Haseeb Hassan 21 3 0 19 Sep 2022
$Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning$ Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning V. Nath Dong Yang H. Roth Daguang Xu 51 25 0 13 Sep 2022
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation H. Roth Ali Hatamizadeh Ziyue Xu Can Zhao Wenqi Li Andriy Myronenko Daguang Xu FedML 37 9 0 22 Aug 2022
Improved Pancreatic Tumor Detection by Utilizing Clinically-Relevant Secondary Features Christiaan G. A. Viviers Mark Ramaekers Peter H. N. de With Dimitrios Mavroeidis Joost Nederend M. Luyer Fons van der Sommen 32 8 0 06 Aug 2022
Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation Jiamin Liang Yuhao Huang Haoming Li Shuangchi He Xindi Hu Zejian Chen Isabel Kaltenborn Dong Ni OOD 31 42 0 05 Aug 2022
Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts Camila González Amin Ranem Ahmed Othman Anirban Mukhopadhyay OOD 21 7 0 05 Aug 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 29 152 0 28 Jul 2022
High-Resolution Swin Transformer for Automatic Medical Image Segmentation Chen Wei Shenghan Ren Kaitai Guo Haihong Hu Jimin Liang ViT OOD MedIm 32 36 0 23 Jul 2022
COBRA: Cpu-Only aBdominal oRgan segmentAtion E. Henderson Dónal M. McSweeney A. Green 18 2 0 21 Jul 2022
Unsupervised Domain Adaptation through Shape Modeling for Medical Image Segmentation Yuan Yao Fengze Liu Zongwei Zhou Yan Wang Wei Shen Alan Yuille Yongyi Lu OOD 21 9 0 06 Jul 2022
Efficient Lung Cancer Image Classification and Segmentation Algorithm Based on Improved Swin Transformer Ruinan Sun Yu Pang ViT MedIm 22 18 0 04 Jul 2022
Learning to segment from object sizes Denis Baruvcić Czech Republic SSeg 25 1 0 01 Jul 2022
Unsupervised Learning of the Total Variation Flow T. G. Grossmann Sören Dittmer Yury Korolev Carola-Bibiane Schönlieb 33 3 0 09 Jun 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 34 218 0 03 Jun 2022
3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image Segmentation Minh-Trieu Tran Viet-Khoa Vo-Ho Ngan T. H. Le 3DPC MedIm 20 13 0 19 May 2022
Masked Image Modeling Advances 3D Medical Image Analysis Zekai Chen Devansh Agarwal Kshitij Aggarwal Wiem Safta Samit Hirawat V. Sethuraman Mariann Micsinai Balan Kevin Brown 33 69 0 25 Apr 2022
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation Zhaotao Wu Jia Wei Jiabing Wang Rui Li 22 4 0 21 Mar 2022
CapsNet for Medical Image Segmentation Minh-Trieu Tran Viet-Khoa Vo-Ho Kyle Quinn Hien Nguyen Khoa Luu Ngan Le MedIm 13 5 0 16 Mar 2022
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation Pengfei Guo Dong Yang Ali Hatamizadeh An Xu Ziyue Xu ... F. Patella Elvira Stellato G. Carrafiello Vishal M. Patel H. Roth OOD FedML 28 32 0 12 Mar 2022
Towards Bi-directional Skip Connections in Encoder-Decoder Architectures and Beyond Tiange Xiang Chaoyi Zhang Xinyi Wang Yang Song Dongnan Liu Heng-Chiao Huang Weidong (Tom) Cai MedIm AI4CE SSeg 35 13 0 11 Mar 2022
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis Raghavendra Selvan N. Bhagwat Lasse F. Wolff Anthony Benjamin Kanding Erik Dam 36 24 0 04 Mar 2022
Learning Incrementally to Segment Multiple Organs in a CT Image Peng Liu Xia Wang Mengsi Fan Hongli Pan Minmin Yin ... Xiaoying Zhao Li Xiao Liangjing Ding Xingwang Wu S. Kevin Zhou CLL 20 22 0 04 Mar 2022
Universal Segmentation of 33 Anatomies Peng Liu Yang Deng Ce Wang Yuan Hui Qian Li ... You Hao Honghu Xiao Chunpeng Zhao Xin Wu S. Kevin Zhou 31 9 0 04 Mar 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang Dinggang Shen ViT MedIm 28 255 0 24 Feb 2022
Review of Serial and Parallel Min-Cut/Max-Flow Algorithms for Computer Vision Patrick M. Jensen N. Jeppesen A. Dahl Vedrana Andersen Dahl 16 8 0 01 Feb 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 35 8 0 21 Jan 2022
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data Minh-Khoi Tran Loi Ly Binh-Son Hua Ngan Le 3DPC MedIm 30 17 0 15 Jan 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 48 1,062 0 04 Jan 2022
External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation with Limited Data Yuyin Zhou D. Dreizin Yan Wang Fengze Liu Wei Shen Alan Yuille 20 16 0 04 Jan 2022
Teacher-Student Architecture for Mixed Supervised Lung Tumor Segmentation Vemund Fredriksen Svein Ole M. Svele André Pedersen T. Langø Gabriel Kiss Frank Lindseth 18 1 0 21 Dec 2021
Incremental Cross-view Mutual Distillation for Self-supervised Medical CT Synthesis Chaowei Fang Liang Wang Dingwen Zhang Jun Xu Yixuan Yuan Junwei Han OOD 32 13 0 20 Dec 2021
Fully Automatic Deep Learning Framework for Pancreatic Ductal Adenocarcinoma Detection on Computed Tomography N. Alves M. Schuurmans G. Litjens Joeran S. Bosma J. Hermans Henkjan Huisman MedIm 32 54 0 30 Nov 2021
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 42 518 0 29 Nov 2021
Efficient Multi-Organ Segmentation Using SpatialConfiguration-Net with Low GPU Memory Requirements Franz Thaler Christian Payer Horst Bischof Darko Štern 30 5 0 26 Nov 2021
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Huimin Wu Xuelong Li Kwang-Ting Cheng 28 13 0 22 Nov 2021
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration Wenhao Li Qisen Xu Chuyun Shen Bin Hu Fengping Zhu Yuxin Li Bo Jin Xiangfeng Wang 30 5 0 15 Nov 2021
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks Giuseppina Carannante Dimah Dera Nidhal C.Bouaynaya Hassan M. Fathallah-Shaykh Ghulam Rasool UQCV AAML OOD 27 6 0 10 Nov 2021
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 197 654 0 27 Oct 2021
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation Xiangyi Yan Hao Tang Shanlin Sun Haoyu Ma Deying Kong Xiaohui Xie ViT MedIm 32 128 0 20 Oct 2021
Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout Yamen Ali Aiham Taleb Marina M.-C. Höhne C. Lippert SSL 3DPC 24 6 0 29 Sep 2021
Unsupervised Cross-Modality Domain Adaptation for Segmenting Vestibular Schwannoma and Cochlea with Data Augmentation and Model Ensemble Hao Li Dewei Hu Qibang Zhu Kathleen E. Larson Huahong Zhang I. Oguz OOD 40 7 0 24 Sep 2021
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation A. Makarevich Azade Farshad Vasileios Belagiannis Nassir Navab 49 10 0 18 Sep 2021